One vertex per element, one color per generator, with an edge from x to x·s.
(2,3)(13,14,19,23,18,22,17,24)(15,25,28,20,27,40,29,35)(16,21,31,39,33,37,32,38)(26,41,43,34,30,44,42,36)(1,2,4,3)(5,6)(7,11)(8,9)(10,12)(13,15)(14,20)(16,30)(17,28)(18,27)(19,29)(21,36)(22,35)(23,25)(24,40)(26,33)(31,43)(32,42)(34,37)(38,41)(39,44)(1,3,4,2)(6,9)(10,11)(13,16)(14,21)(15,26)(17,32)(18,33)(19,31)(20,34)(22,37)(23,39)(24,38)(25,41)(27,30)(28,43)(29,42)(35,36)(40,44)(5,7,8,12)(6,10,9,11)(14,22)(15,27)(21,37)(23,24)(26,30)(28,29)(38,39)(42,43)(13,17,18,19)(14,23,22,24)(15,28,27,29)(16,31,33,32)(20,25,35,40)(21,38,37,39)(26,42,30,43)(34,44,36,41)A Cayley diagram is a choice, not a fact about the group. Another drawing of this group — in a book, or on a different generating set — may look nothing like this one.